A Day in the Life of a Data Scientist Conquer Machine Learning Lifecycle on Kubernetes Brian Redmond • Cloud Architect @ Microsoft (18 years) • Azure Global Black Belt Team • Live in Pittsburgh, PA Repeatable/consistent • CI/CD • This has worked well for App Dev. Now time for AI/ML • But, must ensure data scientist are not hindered by structure Why Containers, Kubernetes & Helm? • Container • Contains everything

valve was placed horizontally with the shell edge on a flat surface, while a compressive force was applied at a constant loading rate of 10 mm-min until the real-time force curve on the monitor screen fast valve was placed horizontally with the shell edge on a flat surface, while a compressive force was applied at a constant loading rate of 10 mm/min until the real-time force curve on the monitor screen fast